{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GRIP_JULY - 2021  (TASK 6)\n",
    "\n",
    "# Task Name:- Fault Detection System\n",
    "\n",
    "# Domain:- Computer Vision and IOT\n",
    "\n",
    "# Name:- Akash Singh"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "======================================\n",
      "=         TEST Images           =\n",
      "======================================\n",
      "-> Test image 1.jpg\t -> Test image 2.jpg\t -> Test image 3.JPG\t -> Test image 4.JPG\t \n",
      "\n",
      "-> Test image 5.JPG\t -> Test image 6.JPG\t -> Test image 7.JPG\t \n",
      "\n",
      "-> Test image 8.jpeg\t -> Test image 9.jpeg\t \n",
      "======================================\n",
      "Select a file from the directory(q- quit): Test image 1.jpg\n",
      "Invalid Input! Please select correct file(ex: 'imgSample.jpg')\n",
      "======================================\n",
      "=         TEST Images           =\n",
      "======================================\n",
      "-> Test image 1.jpg\t -> Test image 2.jpg\t -> Test image 3.JPG\t -> Test image 4.JPG\t \n",
      "\n",
      "-> Test image 5.JPG\t -> Test image 6.JPG\t -> Test image 7.JPG\t \n",
      "\n",
      "-> Test image 8.jpeg\t -> Test image 9.jpeg\t \n",
      "======================================\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import cv2          ##imports open cv##\n",
    "import numpy as np\n",
    "\n",
    "IMAGE_SIZE = (500, 500)\n",
    "\n",
    "THRESHOLD_VALUE = 110 ##Threshold Details##\n",
    "MAX_VALUE = 255\n",
    "\n",
    "INV_THRESHOLD_VALUE = 50 ##Invert Threshold Details##\n",
    "INV_MAX_VALUE = 255\n",
    "THRESHOLD1 = 100\n",
    "THRESHOLD2 = 70\n",
    "\n",
    "CON_COLOR = (0, 0, 255)\n",
    "CON_THICKNESS = 1\n",
    "WHITE = (255, 255, 255)\n",
    "BLACK = (0, 0, 0)\n",
    "GREEN = (0, 255, 0)\n",
    "RED = (0, 0, 255)\n",
    "STACK_IMG_SIZE = (200, 200)\n",
    "\n",
    "################################\n",
    "\n",
    "while True:\n",
    "    files = os.listdir('Test images')\n",
    "    print(\"======================================\")\n",
    "    print(\"=         TEST Images           =\")\n",
    "    print(\"======================================\")\n",
    "    for i in files:\n",
    "        print('-> {}\\t '.format(i), end='')\n",
    "        if files.index(i) % 3 == 0 and files.index(i) != 0:\n",
    "            print('\\n')\n",
    "    print(\"\\n======================================\")\n",
    "\n",
    "    # need to select image name with the extension (ex: img1.jpeg)1\n",
    "    file = input(\"Select a file from the directory(q- quit): \").strip()\n",
    "\n",
    "    # quit program\n",
    "    if file == 'q' or file == 'Q':\n",
    "        break\n",
    "\n",
    "    PATH = 'images/' + file\n",
    "    # Image Path\n",
    "    imageOri = cv2.imread(PATH)\n",
    "\n",
    "    try:\n",
    "        # converts to grayscale\n",
    "        image = cv2.cvtColor(imageOri, cv2.COLOR_BGR2GRAY)\n",
    "    except:\n",
    "        print(\"Invalid Input! Please select correct file(ex: 'imgSample.jpg')\")\n",
    "    else:\n",
    "        # resize image\n",
    "        image = cv2.resize(image, IMAGE_SIZE)\n",
    "        imageOri = cv2.resize(imageOri, IMAGE_SIZE)\n",
    "\n",
    "        ret, thresh_basic = cv2.threshold(image, THRESHOLD_VALUE, MAX_VALUE, cv2.THRESH_BINARY)\n",
    "        \n",
    "        kernel = np.ones((5, 5), np.uint8)\n",
    "\n",
    "        img_erosion = cv2.erode(thresh_basic, kernel, iterations=1)\n",
    "\n",
    "       \n",
    "        ret, thresh_inv = cv2.threshold(img_erosion, INV_THRESHOLD_VALUE, INV_MAX_VALUE, cv2.THRESH_BINARY_INV)\n",
    "       \n",
    "\n",
    "        #####################\n",
    "\n",
    "       \n",
    "        edged = cv2.Canny(img_erosion, THRESHOLD1, THRESHOLD2)\n",
    "       \n",
    "        contours, hierarchy = cv2.findContours(thresh_inv, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)\n",
    "\n",
    "        font = cv2.FONT_HERSHEY_SIMPLEX\n",
    "\n",
    "        imageRz = cv2.resize(image, STACK_IMG_SIZE)\n",
    "        thresh_basicRz = cv2.resize(thresh_basic, STACK_IMG_SIZE)\n",
    "        img_erosionRz = cv2.resize(img_erosion, STACK_IMG_SIZE)\n",
    "        thresh_invRz = cv2.resize(thresh_inv, STACK_IMG_SIZE)\n",
    "        edgedRz = cv2.resize(edged, STACK_IMG_SIZE)\n",
    "\n",
    "        imageRz = cv2.putText(imageRz, 'GrayScale', (5, 15), font, 0.5, WHITE, 1, cv2.LINE_AA)\n",
    "        thresh_basicRz = cv2.putText(thresh_basicRz, 'ThresholdBasic', (5, 15), font,\n",
    "                                     0.5, WHITE, 1,cv2.LINE_AA)\n",
    "        img_erosionRz = cv2.putText(img_erosionRz, 'Morphology-Erosion', (5, 15), font,\n",
    "                                    0.5, WHITE, 1, cv2.LINE_AA)\n",
    "        thresh_invRz = cv2.putText(thresh_invRz, 'Threshold-mode INV', (5, 15), font,\n",
    "                                   0.5, BLACK, 1, cv2.LINE_AA)\n",
    "        edgedRz = cv2.putText(edgedRz, 'Canny Edges', (5, 15), font, 0.5, WHITE, 1, cv2.LINE_AA)\n",
    "\n",
    "        numpy_horizontal_concat = np.concatenate((imageRz, thresh_basicRz, img_erosionRz,\n",
    "                                                  thresh_invRz, edgedRz), axis=1)\n",
    "\n",
    "        cv2.imshow('Filtering...', numpy_horizontal_concat)\n",
    "\n",
    "        \n",
    "        num_of_con = str(len(contours) - 1)\n",
    "        print(\"Number of Contours found = \" + num_of_con)\n",
    "        if len(contours) > 1:\n",
    "            print('======================================')\n",
    "            print('=       ERRORS DETECTED            =')\n",
    "            print('======================================\\n\\n')\n",
    "\n",
    "        # show original img\n",
    "        cv2.imshow('Original Image', imageOri)\n",
    "        # draw contours on original img\n",
    "        if int(num_of_con) != 0:\n",
    "            for i in range(int(num_of_con)):\n",
    "                highlighted_img = cv2.drawContours(imageOri, contours, i, CON_COLOR, CON_THICKNESS)\n",
    "\n",
    "            highlighted_img = cv2.putText(highlighted_img, 'Approximately {} defect(s) detected'.\n",
    "                                          format(num_of_con), (5, 15),\n",
    "                                          font, 0.5, GREEN, 1, cv2.LINE_AA)\n",
    "        else:\n",
    "            highlighted_img = cv2.putText(imageOri, 'Unable to detect defects!',\n",
    "                                          (5, 15), font, 0.5, RED, 2, cv2.LINE_AA)\n",
    "\n",
    "        # show markings highlighted img\n",
    "        cv2.imshow('Highlighted Defect', highlighted_img)\n",
    "        # save image containing highlighted defect\n",
    "        cv2.imwrite('Output Images/{}_DEFECTS_HIGHLIGHTED.jpg'.format(file.split('.')[0]), highlighted_img)\n",
    "        cv2.waitKey(0)\n",
    "        cv2.destroyAllWindows()"
   ]
  }
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